{"id":"W4306682498","doi":"10.1111/tid.13950","title":"Transplant surgeons’ perspective on antimicrobial stewardship: Experience with TransQIP","year":2022,"lang":"en","type":"review","venue":"Transplant Infectious Disease","topic":"Antibiotics Pharmacokinetics and Efficacy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Antimicrobial stewardship; Intensive care medicine; Antimicrobial; Perspective (graphical); Transplantation; Organ transplantation; Stewardship (theology); Surgery; Antibiotic resistance; Antibiotics; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003524822,0.0005257807,0.0008062972,0.00186927,0.0002502948,0.001248667,0.0006655618,0.001271339,0.002768025],"category_scores_gemma":[0.006397589,0.0002106134,0.0008461742,0.003288063,0.000491493,0.001657196,0.001016587,0.002862277,0.0006433327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089899,"about_ca_system_score_gemma":0.003574629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00287018,"about_ca_topic_score_gemma":0.005045309,"domain_scores_codex":[0.9988425,0.0004393532,0.0001958685,0.000110276,0.0003387991,0.00007324808],"domain_scores_gemma":[0.9947938,0.002887117,0.0005606881,0.00008856894,0.001324403,0.0003453586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009895659,0.00004638232,0.0004055452,0.03893711,0.0002903316,0.0001201811,0.0002204167,0.0003303133,0.0004420869,0.004707216,0.04763475,0.9067667],"study_design_scores_gemma":[0.00003827721,0.000163994,0.002190245,0.0304895,0.0003515606,0.001227281,0.0002091182,0.0000934015,0.0002156627,0.001656639,0.963335,0.00002923087],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000584841,0.9981822,0.00003173098,0.001106412,0.0001975558,0.000001118946,0.000005807213,0.00000157643,0.000415232],"genre_scores_gemma":[0.0008438227,0.9978055,0.00008776074,0.0008520327,0.0002666842,0.000002708286,0.00001174664,0.000001145059,0.0001285122],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003524822,"threshold_uncertainty_score":0.01864129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03693489849939133,"score_gpt":0.3271703345878645,"score_spread":0.2902354360884731,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}